diff --git a/presentation/assets/llm/llm-advanced.svg b/presentation/assets/llm/llm-advanced.svg
index 4e6728c..918df4f 100644
--- a/presentation/assets/llm/llm-advanced.svg
+++ b/presentation/assets/llm/llm-advanced.svg
@@ -1,5 +1,5 @@
 <?xml version="1.0" encoding="UTF-8"?>
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@@ -12,132 +12,125 @@
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-  <text x="620" y="34" text-anchor="middle" font-size="22" font-weight="bold" fill="#1a1a1a">
-    How an LLM tokenizes input and generates text autoregressively
-  </text>
-  <text x="620" y="56" text-anchor="middle" font-size="13" fill="#666">
-    BPE chops words into subword tokens — same color = same word, gray = punctuation
-  </text>
-
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-  <text x="620" y="83" text-anchor="middle" font-size="13" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 2 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.22167;0.22222;0.33333;0.34444;1" dur="18.0s" repeatCount="indefinite"/></text>
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-  <text x="620" y="83" text-anchor="middle" font-size="13" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 5 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.55500;0.55556;0.66667;0.67778;1" dur="18.0s" repeatCount="indefinite"/></text>
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+  <text x="620" y="480" text-anchor="middle" font-size="20" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 1 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.11056;0.11111;0.22222;0.23333;1" dur="18.0s" repeatCount="indefinite"/></text>
+  <text x="620" y="480" text-anchor="middle" font-size="20" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 2 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.22167;0.22222;0.33333;0.34444;1" dur="18.0s" repeatCount="indefinite"/></text>
+  <text x="620" y="480" text-anchor="middle" font-size="20" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 3 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.33278;0.33333;0.44444;0.45556;1" dur="18.0s" repeatCount="indefinite"/></text>
+  <text x="620" y="480" text-anchor="middle" font-size="20" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 4 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.44389;0.44444;0.55556;0.56667;1" dur="18.0s" repeatCount="indefinite"/></text>
+  <text x="620" y="480" text-anchor="middle" font-size="20" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 5 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.55500;0.55556;0.66667;0.67778;1" dur="18.0s" repeatCount="indefinite"/></text>
+  <text x="620" y="480" text-anchor="middle" font-size="20" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 6 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.66611;0.66667;0.77778;0.78889;1" dur="18.0s" repeatCount="indefinite"/></text>
+  <text x="620" y="480" text-anchor="middle" font-size="20" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 7 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.77722;0.77778;0.88889;0.90000;1" dur="18.0s" repeatCount="indefinite"/></text>
 
   <!-- INPUT PANEL -->
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+  <text x="250" y="20" text-anchor="middle" font-size="11" font-weight="700"
         fill="#777" letter-spacing="1.5">INPUT (CONTEXT)</text>
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-  <text x="42" y="148" font-size="11" font-weight="600" fill="#555"
+  <text x="42" y="68" font-size="11" font-weight="600" fill="#555"
         letter-spacing="0.3">Original prompt → 32 BPE tokens (105 chars)</text>
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   <!-- OUTPUT PANEL -->
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